Analisis - Enrique Magnani - Datos de Entrenamiento

Dataset statistics

Number of variables	15
Number of observations	89303
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.9 MiB
Average record size in memory	151.7 B

Variable types

Numeric	10
Categorical	5

Alerts

`IND_ESTADO_INACTIVA` has constant value "0"	Constant
`CNT_CUENTAS_DISTINTAS` is highly imbalanced (97.0%)	Imbalance
`IND_DEBAJO_UMBRAL_15K` is highly imbalanced (78.1%)	Imbalance
`IND_SUP_15K` is highly imbalanced (97.5%)	Imbalance
`CNT_CAJEROS_DISTINTOS` is highly imbalanced (81.6%)	Imbalance
`PORC_RETIRO` is highly skewed (γ1 = 53.04606165)	Skewed
`NUM_AUTORIZACION_TC` has unique values	Unique

Reproduction

Analysis started	2023-04-08 22:06:56.836514
Analysis finished	2023-04-08 22:07:20.909234
Duration	24.07 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

NUM_AUTORIZACION_TC
Real number (ℝ)

Distinct	89303
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	419200.1

Minimum	10
Maximum	804810
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	10
5-th percentile	44040.8
Q1	218692.5
median	429671
Q3	619740
95-th percentile	767336.6
Maximum	804810
Range	804800
Interquartile range (IQR)	401047.5

Descriptive statistics

Standard deviation	231515.28
Coefficient of variation (CV)	0.55227869
Kurtosis	-1.1826363
Mean	419200.1
Median Absolute Deviation (MAD)	199291
Skewness	-0.10042827
Sum	3.7435826 × 10¹⁰
Variance	5.3599326 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
543641	1	< 0.1%
727480	1	< 0.1%
497570	1	< 0.1%
65479	1	< 0.1%
71236	1	< 0.1%
727630	1	< 0.1%
35762	1	< 0.1%
189170	1	< 0.1%
59901	1	< 0.1%
47549	1	< 0.1%
Other values (89293)	89293	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
11	1	< 0.1%
21	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
40	1	< 0.1%
54	1	< 0.1%
61	1	< 0.1%
69	1	< 0.1%
72	1	< 0.1%

Value	Count	Frequency (%)
804810	1	< 0.1%
804805	1	< 0.1%
804797	1	< 0.1%
804795	1	< 0.1%
804783	1	< 0.1%
804781	1	< 0.1%
804779	1	< 0.1%
804754	1	< 0.1%
804753	1	< 0.1%
804751	1	< 0.1%

MON_MOVIMIENTO_QUETZALIZADO
Real number (ℝ)

Distinct	330
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	440.0295

Minimum	50
Maximum	7435.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	50
5-th percentile	100
Q1	100
median	300
Q3	500
95-th percentile	1500
Maximum	7435.98
Range	7385.98
Interquartile range (IQR)	400

Descriptive statistics

Standard deviation	472.25584
Coefficient of variation (CV)	1.0732368
Kurtosis	8.4472849
Mean	440.0295
Median Absolute Deviation (MAD)	200
Skewness	2.3799307
Sum	39295954
Variance	223025.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	26688	29.9%
200	17271	19.3%
300	11532	12.9%
500	11365	12.7%
1000	9116	10.2%
2000	2749	3.1%
400	2495	2.8%
600	1497	1.7%
700	1175	1.3%
800	1035	1.2%
Other values (320)	4380	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	294	0.3%
82.25	1	< 0.1%
100	26688	29.9%
112.67	1	< 0.1%
113.24	1	< 0.1%
114	2	< 0.1%
114.39	1	< 0.1%
114.55	2	< 0.1%
115.57	1	< 0.1%
116.19	1	< 0.1%

Value	Count	Frequency (%)
7435.98	1	< 0.1%
7304.58	1	< 0.1%
4632.84	1	< 0.1%
4621.1	1	< 0.1%
4618.18	1	< 0.1%
4617.55	1	< 0.1%
4609.27	1	< 0.1%
4593.54	1	< 0.1%
4568.4	1	< 0.1%
4557.33	1	< 0.1%

NUM_CTA_DEB
Real number (ℝ)

Distinct	1687
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29392.301

Minimum	82
Maximum	47919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	82
5-th percentile	3321
Q1	22245
median	31977
Q3	39605
95-th percentile	46326
Maximum	47919
Range	47837
Interquartile range (IQR)	17360

Descriptive statistics

Standard deviation	12697.61
Coefficient of variation (CV)	0.43200463
Kurtosis	-0.57952081
Mean	29392.301
Median Absolute Deviation (MAD)	8521
Skewness	-0.57511919
Sum	2.6248207 × 10⁹
Variance	1.6122931 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21363	100	0.1%
41181	100	0.1%
1106	100	0.1%
23658	100	0.1%
40684	100	0.1%
11197	100	0.1%
41042	100	0.1%
26720	100	0.1%
37035	100	0.1%
38229	100	0.1%
Other values (1677)	88303	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
82	34	< 0.1%
281	65	0.1%
407	36	< 0.1%
412	85	0.1%
416	40	< 0.1%
472	81	0.1%
485	3	< 0.1%
491	77	0.1%
584	34	< 0.1%
590	36	< 0.1%

Value	Count	Frequency (%)
47919	36	< 0.1%
47847	45	0.1%
47819	49	0.1%
47788	60	0.1%
47777	7	< 0.1%
47775	74	0.1%
47750	43	< 0.1%
47748	64	0.1%
47746	49	0.1%
47717	52	0.1%

hora
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.84921

Minimum	0
Maximum	23
Zeros	124
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	11
median	14
Q3	17
95-th percentile	20
Maximum	23
Range	23
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.0668964
Coefficient of variation (CV)	0.29365548
Kurtosis	-0.69829258
Mean	13.84921
Median Absolute Deviation (MAD)	3
Skewness	-0.17954762
Sum	1236776
Variance	16.539646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
18	8422	9.4%
12	7934	8.9%
17	7912	8.9%
13	7355	8.2%
11	6757	7.6%
19	6455	7.2%
16	6234	7.0%
10	6177	6.9%
14	5933	6.6%
15	5506	6.2%
Other values (14)	20618	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124	0.1%
1	101	0.1%
2	72	0.1%
3	70	0.1%
4	129	0.1%
5	367	0.4%
6	1526	1.7%
7	2886	3.2%
8	4132	4.6%
9	5183	5.8%

Value	Count	Frequency (%)
23	255	0.3%
22	508	0.6%
21	1507	1.7%
20	3758	4.2%
19	6455	7.2%
18	8422	9.4%
17	7912	8.9%
16	6234	7.0%
15	5506	6.2%
14	5933	6.6%

PAIS_ORIGEN
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.957661

Minimum	2
Maximum	49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	2
5-th percentile	37
Q1	37
median	37
Q3	37
95-th percentile	37
Maximum	49
Range	47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2048893
Coefficient of variation (CV)	0.032601882
Kurtosis	504.14909
Mean	36.957661
Median Absolute Deviation (MAD)	0
Skewness	-19.133389
Sum	3300430
Variance	1.4517583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
37	88834	99.5%
22	195	0.2%
40	92	0.1%
49	76	0.1%
2	50	0.1%
41	34	< 0.1%
9	15	< 0.1%
35	3	< 0.1%
43	3	< 0.1%
15	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	50	0.1%
9	15	< 0.1%
15	1	< 0.1%
22	195	0.2%
35	3	< 0.1%
37	88834	99.5%
40	92	0.1%
41	34	< 0.1%
43	3	< 0.1%
49	76	0.1%

Value	Count	Frequency (%)
49	76	0.1%
43	3	< 0.1%
41	34	< 0.1%
40	92	0.1%
37	88834	99.5%
35	3	< 0.1%
22	195	0.2%
15	1	< 0.1%
9	15	< 0.1%
2	50	0.1%

COD_MONEDA_ORIGEN
Real number (ℝ)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.568637

Minimum	1
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	29
Q1	29
median	29
Q3	29
95-th percentile	29
Maximum	34
Range	33
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.0894031
Coefficient of variation (CV)	0.10813967
Kurtosis	49.466997
Mean	28.568637
Median Absolute Deviation (MAD)	0
Skewness	-7.1254993
Sum	2551265
Variance	9.5444115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
29	87417	97.9%
6	1530	1.7%
19	165	0.2%
23	89	0.1%
34	49	0.1%
1	49	0.1%
27	3	< 0.1%
14	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	49	0.1%
6	1530	1.7%
14	1	< 0.1%
19	165	0.2%
23	89	0.1%
27	3	< 0.1%
29	87417	97.9%
34	49	0.1%

Value	Count	Frequency (%)
34	49	0.1%
29	87417	97.9%
27	3	< 0.1%
23	89	0.1%
19	165	0.2%
14	1	< 0.1%
6	1530	1.7%
1	49	0.1%

COD_PROD_EMISOR
Real number (ℝ)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2657917

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	4
Q3	10
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	3.3591822
Coefficient of variation (CV)	0.63792539
Kurtosis	-1.4449814
Mean	5.2657917
Median Absolute Deviation (MAD)	2
Skewness	0.53912939
Sum	470251
Variance	11.284105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	31220	35.0%
10	27933	31.3%
4	25779	28.9%
6	1734	1.9%
7	1308	1.5%
5	943	1.1%
3	352	0.4%
1	34	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	34	< 0.1%
2	31220	35.0%
3	352	0.4%
4	25779	28.9%
5	943	1.1%
6	1734	1.9%
7	1308	1.5%
10	27933	31.3%

Value	Count	Frequency (%)
10	27933	31.3%
7	1308	1.5%
6	1734	1.9%
5	943	1.1%
4	25779	28.9%
3	352	0.4%
2	31220	35.0%
1	34	< 0.1%

TIP_NEGOCIO
Real number (ℝ)

Distinct	2968
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2612.0245

Minimum	1
Maximum	5699
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	244
Q1	1477
median	2793
Q3	3960
95-th percentile	4632
Maximum	5699
Range	5698
Interquartile range (IQR)	2483

Descriptive statistics

Standard deviation	1476.1176
Coefficient of variation (CV)	0.56512396
Kurtosis	-1.155583
Mean	2612.0245
Median Absolute Deviation (MAD)	1195
Skewness	-0.19830225
Sum	2.3326162 × 10⁸
Variance	2178923.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3988	3760	4.2%
123	1033	1.2%
4225	896	1.0%
4007	831	0.9%
4011	710	0.8%
946	676	0.8%
4012	673	0.8%
4010	504	0.6%
3783	361	0.4%
4009	307	0.3%
Other values (2958)	79552	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	13	< 0.1%
4	19	< 0.1%
5	53	0.1%
14	1	< 0.1%
15	1	< 0.1%
16	77	0.1%
19	24	< 0.1%
21	98	0.1%
23	18	< 0.1%
24	58	0.1%

Value	Count	Frequency (%)
5699	48	0.1%
5648	4	< 0.1%
5647	164	0.2%
5640	46	0.1%
5506	9	< 0.1%
5486	13	< 0.1%
5485	24	< 0.1%
5462	11	< 0.1%
5461	5	< 0.1%
5456	1	< 0.1%

IND_ESTADO_INACTIVA
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	89303

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89303
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	89303	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	89303	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	89303	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89303	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	89303	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	89303	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	89303	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89303	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	89303	100.0%

PORC_RETIRO
Real number (ℝ)

Distinct	4838
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.63618

Minimum	0
Maximum	200000
Zeros	740
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.02
Q1	0.1
median	0.3
Q3	0.95
95-th percentile	81.498
Maximum	200000
Range	200000
Interquartile range (IQR)	0.85

Descriptive statistics

Standard deviation	2441.9561
Coefficient of variation (CV)	20.936524
Kurtosis	3597.1573
Mean	116.63618
Median Absolute Deviation (MAD)	0.25
Skewness	53.046062
Sum	10415961
Variance	5963149.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2932	3.3%
0.03	2618	2.9%
0.05	2570	2.9%
0.02	2566	2.9%
0.04	2472	2.8%
0.06	2295	2.6%
0.01	2279	2.6%
0.07	2212	2.5%
0.08	1910	2.1%
0.1	1877	2.1%
Other values (4828)	65572	73.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	740	0.8%
0.01	2279	2.6%
0.02	2566	2.9%
0.03	2618	2.9%
0.04	2472	2.8%
0.05	2570	2.9%
0.06	2295	2.6%
0.07	2212	2.5%
0.08	1910	2.1%
0.09	1844	2.1%

Value	Count	Frequency (%)
200000	6	< 0.1%
110000	1	< 0.1%
100000	14	< 0.1%
90000	1	< 0.1%
80000	1	< 0.1%
70000	1	< 0.1%
66666.67	2	< 0.1%
50000	17	< 0.1%
40000	3	< 0.1%
36000	1	< 0.1%

CNT_CUENTAS_DISTINTAS
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

1	88694
2	605
3	3
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89303
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	2
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	88694	99.3%
2	605	0.7%
3	3	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	88694	99.3%
2	605	0.7%
3	3	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	88694	99.3%
2	605	0.7%
3	3	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89303	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	88694	99.3%
2	605	0.7%
3	3	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	89303	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	88694	99.3%
2	605	0.7%
3	3	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89303	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	88694	99.3%
2	605	0.7%
3	3	< 0.1%
4	1	< 0.1%

IND_DEBAJO_UMBRAL_15K
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	86179
1	3124

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89303
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	86179	96.5%
1	3124	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	86179	96.5%
1	3124	3.5%

Most occurring characters

Value	Count	Frequency (%)
0	86179	96.5%
1	3124	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89303	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	86179	96.5%
1	3124	3.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	89303	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	86179	96.5%
1	3124	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89303	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	86179	96.5%
1	3124	3.5%

IND_SUP_15K
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	89078
1	225

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89303
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	89078	99.7%
1	225	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	89078	99.7%
1	225	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	89078	99.7%
1	225	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89303	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	89078	99.7%
1	225	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	89303	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	89078	99.7%
1	225	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89303	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	89078	99.7%
1	225	0.3%

CNT_RETIRO_CUENTA
Real number (ℝ)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.179714

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	16
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.47459913
Coefficient of variation (CV)	0.40230016
Kurtosis	51.22125
Mean	1.179714
Median Absolute Deviation (MAD)	0
Skewness	4.3952333
Sum	105352
Variance	0.22524434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	75652	84.7%
2	11791	13.2%
3	1505	1.7%
4	276	0.3%
5	49	0.1%
6	10	< 0.1%
7	5	< 0.1%
8	5	< 0.1%
9	2	< 0.1%
10	2	< 0.1%
Other values (6)	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	75652	84.7%
2	11791	13.2%
3	1505	1.7%
4	276	0.3%
5	49	0.1%
6	10	< 0.1%
7	5	< 0.1%
8	5	< 0.1%
9	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
16	1	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	2	< 0.1%
8	5	< 0.1%
7	5	< 0.1%

CNT_CAJEROS_DISTINTOS
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

1	82228
2	6663
3	384
4	26
5	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89303
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	1
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
1	82228	92.1%
2	6663	7.5%
3	384	0.4%
4	26	< 0.1%
5	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	82228	92.1%
2	6663	7.5%
3	384	0.4%
4	26	< 0.1%
5	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	82228	92.1%
2	6663	7.5%
3	384	0.4%
4	26	< 0.1%
5	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89303	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	82228	92.1%
2	6663	7.5%
3	384	0.4%
4	26	< 0.1%
5	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	89303	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	82228	92.1%
2	6663	7.5%
3	384	0.4%
4	26	< 0.1%
5	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89303	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	82228	92.1%
2	6663	7.5%
3	384	0.4%
4	26	< 0.1%
5	2	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	NUM_AUTORIZACION_TC	MON_MOVIMIENTO_QUETZALIZADO	NUM_CTA_DEB	hora	PAIS_ORIGEN	COD_MONEDA_ORIGEN	COD_PROD_EMISOR	TIP_NEGOCIO	IND_ESTADO_INACTIVA	PORC_RETIRO	CNT_CUENTAS_DISTINTAS	IND_DEBAJO_UMBRAL_15K	IND_SUP_15K	CNT_RETIRO_CUENTA	CNT_CAJEROS_DISTINTOS
COD_CLIENTE
14797	543641	1000.0	45658	19	37	29	2	4421	0	0.14	2	0	0	1	2
27977	507481	1400.0	12226	18	37	29	10	4011	0	0.23	1	0	0	1	1
11304	138648	1000.0	34808	18	37	29	2	3954	0	1.00	1	0	0	1	1
28721	732668	100.0	1320	12	37	29	7	578	0	0.07	1	0	0	1	1
17782	346667	100.0	1838	18	37	29	4	1610	0	0.02	1	0	0	2	2
42102	688024	200.0	9886	18	37	29	2	4007	0	0.28	1	0	0	1	1
18570	695361	200.0	38833	13	37	29	4	3783	0	0.76	1	0	0	1	1
42867	347429	200.0	32471	7	37	29	2	1597	0	0.04	1	0	0	1	1
7749	265875	200.0	32333	17	37	29	2	1987	0	0.30	1	0	0	1	1
38910	269341	400.0	26597	16	37	29	4	3988	0	0.93	1	0	0	1	1

	NUM_AUTORIZACION_TC	MON_MOVIMIENTO_QUETZALIZADO	NUM_CTA_DEB	hora	PAIS_ORIGEN	COD_MONEDA_ORIGEN	COD_PROD_EMISOR	TIP_NEGOCIO	IND_ESTADO_INACTIVA	PORC_RETIRO	CNT_CUENTAS_DISTINTAS	IND_DEBAJO_UMBRAL_15K	IND_SUP_15K	CNT_RETIRO_CUENTA	CNT_CAJEROS_DISTINTOS
COD_CLIENTE
14260	388800	1000.0	634	15	37	29	10	2771	0	0.17	1	0	0	2	1
18370	239730	100.0	18679	0	37	29	4	2855	0	0.03	1	0	0	1	1
21005	577850	100.0	40068	8	37	29	4	618	0	0.89	1	0	0	1	1
39131	675190	1000.0	46177	17	37	29	10	4048	0	0.13	1	0	0	1	1
16516	62905	1000.0	37774	14	37	29	10	2986	0	0.88	1	0	0	1	1
12536	454720	100.0	43462	13	37	29	2	1649	0	0.49	1	0	0	1	1
21021	487170	200.0	40085	6	37	29	10	641	0	0.56	1	0	0	1	1
43877	122060	100.0	20521	12	37	29	10	188	0	0.01	1	0	0	1	1
44610	495710	100.0	39095	18	37	29	10	3408	0	0.71	1	0	0	1	1
8433	3149	300.0	32927	15	37	29	2	3303	0	0.20	1	0	0	2	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample